IBM HR Analytics Employee Attrition and Performance Dataset

IBM HR Analytics Employee Attrition and Performance Dataset

In this study, we analyze HR data available from kaggle.com

This data is fictional and it is created by IBM data scientists.

Categorical Parameters:

1 2 3 4 5
Education Below College College Bachelor Master Doctor
Environment Satisfaction Low Medium High Very High
Job Involvement Low Medium High Very High
Job Satisfaction Low Medium High Very High
Performance Rating Low Good Excellent Outstanding
Relationship Satisfaction Low Medium High Very High
WorkLife Balance Bad Good Better Best

This can be encoded as follows,

Loading the Dataset

First off, let's take a look at the dataset

Exploratory Data Analysis

Age

Job Level

Monthly Income

Total Working Years

Years At Company

Years In Current Role


References

  1. Kaggle Dataset: IBM HR Analytics Employee Attrition & Performance